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Whisper-Base

Automatic Speech Recognition
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v0.42.0

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See https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.

Files changed (45) hide show
  1. README.md +40 -40
  2. precompiled/qualcomm-qcs8275-proxy/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  3. precompiled/qualcomm-qcs8275-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  4. precompiled/qualcomm-qcs8275-proxy/tool-versions.yaml +1 -1
  5. precompiled/qualcomm-qcs8450-proxy/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  6. precompiled/qualcomm-qcs8450-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  7. precompiled/qualcomm-qcs8450-proxy/tool-versions.yaml +1 -1
  8. precompiled/qualcomm-qcs8550-proxy/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  9. precompiled/qualcomm-qcs8550-proxy/Whisper-Base_HfWhisperDecoder_float.onnx.zip +2 -2
  10. precompiled/qualcomm-qcs8550-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  11. precompiled/qualcomm-qcs8550-proxy/Whisper-Base_HfWhisperEncoder_float.onnx.zip +1 -1
  12. precompiled/qualcomm-qcs9075-proxy/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  13. precompiled/qualcomm-qcs9075-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  14. precompiled/qualcomm-qcs9075-proxy/tool-versions.yaml +1 -1
  15. precompiled/qualcomm-sa7255p/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  16. precompiled/qualcomm-sa7255p/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  17. precompiled/qualcomm-sa7255p/tool-versions.yaml +1 -1
  18. precompiled/qualcomm-sa8255p-proxy/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  19. precompiled/qualcomm-sa8255p-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  20. precompiled/qualcomm-sa8255p-proxy/tool-versions.yaml +1 -1
  21. precompiled/qualcomm-sa8295p/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  22. precompiled/qualcomm-sa8295p/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  23. precompiled/qualcomm-sa8295p/tool-versions.yaml +1 -1
  24. precompiled/qualcomm-sa8650p-proxy/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  25. precompiled/qualcomm-sa8650p-proxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  26. precompiled/qualcomm-sa8650p-proxy/tool-versions.yaml +1 -1
  27. precompiled/qualcomm-sa8775p/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  28. precompiled/qualcomm-sa8775p/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  29. precompiled/qualcomm-sa8775p/tool-versions.yaml +1 -1
  30. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  31. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Base_HfWhisperDecoder_float.onnx.zip +2 -2
  32. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  33. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Whisper-Base_HfWhisperEncoder_float.onnx.zip +2 -2
  34. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  35. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Base_HfWhisperDecoder_float.onnx.zip +1 -1
  36. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  37. precompiled/qualcomm-snapdragon-8-elite-gen5/Whisper-Base_HfWhisperEncoder_float.onnx.zip +2 -2
  38. precompiled/qualcomm-snapdragon-8gen3/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  39. precompiled/qualcomm-snapdragon-8gen3/Whisper-Base_HfWhisperDecoder_float.onnx.zip +1 -1
  40. precompiled/qualcomm-snapdragon-8gen3/Whisper-Base_HfWhisperEncoder_float.bin +1 -1
  41. precompiled/qualcomm-snapdragon-8gen3/Whisper-Base_HfWhisperEncoder_float.onnx.zip +2 -2
  42. precompiled/qualcomm-snapdragon-x-elite/Whisper-Base_HfWhisperDecoder_float.bin +1 -1
  43. precompiled/qualcomm-snapdragon-x-elite/Whisper-Base_HfWhisperDecoder_float.onnx.zip +2 -2
  44. precompiled/qualcomm-snapdragon-x-elite/Whisper-Base_HfWhisperEncoder_float.bin +2 -2
  45. precompiled/qualcomm-snapdragon-x-elite/Whisper-Base_HfWhisperEncoder_float.onnx.zip +2 -2
README.md CHANGED
@@ -39,42 +39,42 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
41
  |---|---|---|---|---|---|---|---|---|
42
- | HfWhisperEncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 124.971 ms | 1 - 10 MB | NPU | Use Export Script |
43
- | HfWhisperEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 101.493 ms | 1 - 18 MB | NPU | Use Export Script |
44
- | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 38.841 ms | 1 - 12 MB | NPU | Use Export Script |
45
- | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 46.298 ms | 36 - 103 MB | NPU | Use Export Script |
46
- | HfWhisperEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 45.145 ms | 1 - 11 MB | NPU | Use Export Script |
47
- | HfWhisperEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 124.971 ms | 1 - 10 MB | NPU | Use Export Script |
48
- | HfWhisperEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 39.165 ms | 1 - 3 MB | NPU | Use Export Script |
49
- | HfWhisperEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 75.78 ms | 1 - 18 MB | NPU | Use Export Script |
50
- | HfWhisperEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 39.133 ms | 1 - 3 MB | NPU | Use Export Script |
51
- | HfWhisperEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 45.145 ms | 1 - 11 MB | NPU | Use Export Script |
52
- | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 28.155 ms | 1 - 19 MB | NPU | Use Export Script |
53
- | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 35.613 ms | 72 - 91 MB | NPU | Use Export Script |
54
- | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 18.84 ms | 1 - 15 MB | NPU | Use Export Script |
55
- | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 26.455 ms | 80 - 91 MB | NPU | Use Export Script |
56
- | HfWhisperEncoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 15.697 ms | 1 - 12 MB | NPU | Use Export Script |
57
- | HfWhisperEncoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 23.632 ms | 78 - 88 MB | NPU | Use Export Script |
58
- | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 39.297 ms | 1 - 1 MB | NPU | Use Export Script |
59
- | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 43.412 ms | 133 - 133 MB | NPU | Use Export Script |
60
- | HfWhisperDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 9.272 ms | 30 - 40 MB | NPU | Use Export Script |
61
- | HfWhisperDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 7.409 ms | 40 - 56 MB | NPU | Use Export Script |
62
- | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 5.976 ms | 40 - 43 MB | NPU | Use Export Script |
63
- | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 6.305 ms | 0 - 121 MB | NPU | Use Export Script |
64
- | HfWhisperDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 6.964 ms | 33 - 43 MB | NPU | Use Export Script |
65
- | HfWhisperDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 9.272 ms | 30 - 40 MB | NPU | Use Export Script |
66
- | HfWhisperDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 5.846 ms | 42 - 44 MB | NPU | Use Export Script |
67
- | HfWhisperDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 7.539 ms | 10 - 25 MB | NPU | Use Export Script |
68
- | HfWhisperDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 5.946 ms | 37 - 39 MB | NPU | Use Export Script |
69
- | HfWhisperDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 6.964 ms | 33 - 43 MB | NPU | Use Export Script |
70
- | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 4.642 ms | 32 - 50 MB | NPU | Use Export Script |
71
- | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 5.044 ms | 51 - 70 MB | NPU | Use Export Script |
72
- | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 4.084 ms | 5 - 18 MB | NPU | Use Export Script |
73
- | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 4.361 ms | 0 - 11 MB | NPU | Use Export Script |
74
- | HfWhisperDecoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 3.488 ms | 38 - 49 MB | NPU | Use Export Script |
75
- | HfWhisperDecoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 3.695 ms | 46 - 56 MB | NPU | Use Export Script |
76
- | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 5.074 ms | 40 - 40 MB | NPU | Use Export Script |
77
- | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 5.037 ms | 106 - 106 MB | NPU | Use Export Script |
78
 
79
 
80
 
@@ -89,9 +89,9 @@ pip install "qai-hub-models[whisper-base]"
89
  ```
90
 
91
 
92
- ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
93
 
94
- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
95
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
96
 
97
  With this API token, you can configure your client to run models on the cloud
@@ -99,7 +99,7 @@ hosted devices.
99
  ```bash
100
  qai-hub configure --api_token API_TOKEN
101
  ```
102
- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
103
 
104
 
105
 
@@ -210,7 +210,7 @@ With the output of the model, you can compute like PSNR, relative errors or
210
  spot check the output with expected output.
211
 
212
  **Note**: This on-device profiling and inference requires access to Qualcomm®
213
- AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
214
 
215
 
216
 
 
39
 
40
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
41
  |---|---|---|---|---|---|---|---|---|
42
+ | HfWhisperEncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 124.495 ms | 1 - 11 MB | NPU | Use Export Script |
43
+ | HfWhisperEncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 100.036 ms | 1 - 23 MB | NPU | Use Export Script |
44
+ | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 38.583 ms | 1 - 3 MB | NPU | Use Export Script |
45
+ | HfWhisperEncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 46.166 ms | 44 - 110 MB | NPU | Use Export Script |
46
+ | HfWhisperEncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 198.691 ms | 1 - 11 MB | NPU | Use Export Script |
47
+ | HfWhisperEncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 124.495 ms | 1 - 11 MB | NPU | Use Export Script |
48
+ | HfWhisperEncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 38.948 ms | 1 - 3 MB | NPU | Use Export Script |
49
+ | HfWhisperEncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 77.637 ms | 1 - 18 MB | NPU | Use Export Script |
50
+ | HfWhisperEncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 38.823 ms | 1 - 3 MB | NPU | Use Export Script |
51
+ | HfWhisperEncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 198.691 ms | 1 - 11 MB | NPU | Use Export Script |
52
+ | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 28.955 ms | 1 - 19 MB | NPU | Use Export Script |
53
+ | HfWhisperEncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 36.279 ms | 75 - 94 MB | NPU | Use Export Script |
54
+ | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 19.65 ms | 1 - 18 MB | NPU | Use Export Script |
55
+ | HfWhisperEncoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 27.042 ms | 80 - 95 MB | NPU | Use Export Script |
56
+ | HfWhisperEncoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 16.752 ms | 1 - 12 MB | NPU | Use Export Script |
57
+ | HfWhisperEncoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 22.46 ms | 77 - 88 MB | NPU | Use Export Script |
58
+ | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 38.719 ms | 1 - 1 MB | NPU | Use Export Script |
59
+ | HfWhisperEncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 43.057 ms | 133 - 133 MB | NPU | Use Export Script |
60
+ | HfWhisperDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 9.118 ms | 18 - 28 MB | NPU | Use Export Script |
61
+ | HfWhisperDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 7.251 ms | 36 - 57 MB | NPU | Use Export Script |
62
+ | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 5.952 ms | 40 - 43 MB | NPU | Use Export Script |
63
+ | HfWhisperDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 6.414 ms | 0 - 122 MB | NPU | Use Export Script |
64
+ | HfWhisperDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 6.95 ms | 39 - 49 MB | NPU | Use Export Script |
65
+ | HfWhisperDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 9.118 ms | 18 - 28 MB | NPU | Use Export Script |
66
+ | HfWhisperDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 5.959 ms | 40 - 42 MB | NPU | Use Export Script |
67
+ | HfWhisperDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 7.399 ms | 17 - 31 MB | NPU | Use Export Script |
68
+ | HfWhisperDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 5.783 ms | 42 - 44 MB | NPU | Use Export Script |
69
+ | HfWhisperDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 6.95 ms | 39 - 49 MB | NPU | Use Export Script |
70
+ | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 4.828 ms | 35 - 53 MB | NPU | Use Export Script |
71
+ | HfWhisperDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 5.116 ms | 51 - 69 MB | NPU | Use Export Script |
72
+ | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 4.078 ms | 5 - 19 MB | NPU | Use Export Script |
73
+ | HfWhisperDecoder | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 4.347 ms | 6 - 21 MB | NPU | Use Export Script |
74
+ | HfWhisperDecoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 3.496 ms | 40 - 52 MB | NPU | Use Export Script |
75
+ | HfWhisperDecoder | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 3.769 ms | 41 - 52 MB | NPU | Use Export Script |
76
+ | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 4.939 ms | 40 - 40 MB | NPU | Use Export Script |
77
+ | HfWhisperDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 4.944 ms | 106 - 106 MB | NPU | Use Export Script |
78
 
79
 
80
 
 
89
  ```
90
 
91
 
92
+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
93
 
94
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
95
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
96
 
97
  With this API token, you can configure your client to run models on the cloud
 
99
  ```bash
100
  qai-hub configure --api_token API_TOKEN
101
  ```
102
+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
103
 
104
 
105
 
 
210
  spot check the output with expected output.
211
 
212
  **Note**: This on-device profiling and inference requires access to Qualcomm®
213
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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